{"id":"W4387766309","doi":"10.2196/51277","title":"Secure Messaging Intervention in Patients Starting New Antidepressant to Promote Adherence: Pilot Randomized Controlled Trial","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Health Services Research and Development; U.S. Department of Veterans Affairs","keywords":"Discontinuation; Medicine; Randomized controlled trial; Depression (economics); Antidepressant; Psychological intervention; Veterans Affairs; Intervention (counseling); Psychiatry; Physical therapy; Major depressive disorder; Anxiety; Internal medicine; Mood","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00253144,0.001574802,0.002690049,0.0006341197,0.0008010162,0.0009664426,0.0008846696,0.002275524,0.01012077],"category_scores_gemma":[0.004113843,0.0007000476,0.00234196,0.0006391055,0.00106903,0.000967002,0.0007481902,0.002250102,0.0007196832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000869744,"about_ca_system_score_gemma":0.001950069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002166447,"about_ca_topic_score_gemma":0.003095141,"domain_scores_codex":[0.9982317,0.001005902,0.0001817361,0.0002325478,0.0001395951,0.0002085658],"domain_scores_gemma":[0.9978002,0.0008454271,0.0005298187,0.0001630182,0.0001793962,0.000482169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9426132,0.03078697,0.001450612,0.001596243,0.001582958,0.00006103677,0.0001751102,0.0002197375,0.0008256968,0.00009861519,0.0007561464,0.01983367],"study_design_scores_gemma":[0.9311269,0.06584226,0.001989922,0.00006666054,0.0004147677,0.000009988355,0.00003135094,0.0001831611,0.00009283797,0.00006125632,0.0001740372,0.00000681502],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9696192,0.002583404,0.0006454037,0.0009049792,0.0006665431,0.02284371,0.0009919745,0.0001444932,0.001600174],"genre_scores_gemma":[0.9547113,0.001774474,0.003313572,0.0009139425,0.0007224846,0.03644596,0.0004609269,0.00001232856,0.001645047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01012077,"threshold_uncertainty_score":0.03385741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09886781441300455,"score_gpt":0.4942365543287687,"score_spread":0.3953687399157642,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}